Traction scoreGitHub stars can be faked, so popularity alone can be misleading. Traction Score looks for broader signs of recent attention, adoption, and active maintenance.
This repository provides structured protocols for the quality control of medical imaging data. It focuses on the rigorous auditing of acquisition, reconstruction, and quantitative transforms to identify protocol drift without engaging in model training.
The collection assists researchers and clinicians in designing reproducible annotation SOPs, managing ROI geometry, and verifying claim-level citations through DOI and PMID validation.
WHO IT'S FOR
Medical imaging researchers
designing ROI geometry and auditing label noise
Radiology data engineers
managing DICOM de-identification and imaging provenance
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Codex must be available so it can be restarted after copying.
If an old single-entry radiology-skills installation or another same-named skill set is enabled, back it up and move it out or disable the duplicate before loading this version.
Platform: Windows PowerShell
Run from: Run the clone command from the directory where the repository should be saved; it then enters the repository root. Run the copy command from that repository root.
In a terminal, download the current main branch and enter the cloned repository root.
git clone https://github.com/huang-sir1/radiology-skills.git
cd radiology-skills
Before loading the new bundle, back up and move out an old single-entry radiology-skills directory or disable any duplicate same-named skill set, if applicable.
In Windows PowerShell, from the repository root, copy every complete radiology-* skill directory into the Codex skills directory.
Codex must be available so it can be restarted after copying.
If an old single-entry radiology-skills installation or another same-named skill set is enabled, back it up and move it out or disable the duplicate before loading this version.
Platform: macOS or Linux
Run from: Run the clone command from the directory where the repository should be saved; it then enters the repository root. Run the copy command from that repository root.
In a terminal, download the current main branch and enter the cloned repository root.
git clone https://github.com/huang-sir1/radiology-skills.git
cd radiology-skills
Before loading the new bundle, back up and move out an old single-entry radiology-skills directory or disable any duplicate same-named skill set, if applicable.
In a macOS/Linux terminal, from the repository root, copy every complete radiology-* skill directory into the Codex skills directory.
mkdir -p "$HOME/.codex/skills"
for skill_dir in radiology-skills/skills/radiology-*; do
cp -R "$skill_dir" "$HOME/.codex/skills/"
done
Restart Codex after copying, then create a new task so the skills are loaded.
Codex must be available so it can be restarted after copying.
If an old single-entry radiology-skills installation or another same-named skill set is enabled, back it up and move it out or disable the duplicate before loading this version.
Platform: Windows PowerShell
Run from: The extracted repository root containing install.md and the inner radiology-skills/ directory.
On the GitHub repository page, select Code → Download ZIP, extract it, and enter the repository root containing this installation file and the radiology-skills/ subdirectory.
Before loading the new bundle, back up and move out an old single-entry radiology-skills directory or disable any duplicate same-named skill set, if applicable.
In Windows PowerShell, from the extracted repository root, copy every complete radiology-* skill directory into the Codex skills directory.
Codex must be available so it can be restarted after copying.
If an old single-entry radiology-skills installation or another same-named skill set is enabled, back it up and move it out or disable the duplicate before loading this version.
Platform: macOS or Linux
Run from: The extracted repository root containing install.md and the inner radiology-skills/ directory.
On the GitHub repository page, select Code → Download ZIP, extract it, and enter the repository root containing this installation file and the radiology-skills/ subdirectory.
Before loading the new bundle, back up and move out an old single-entry radiology-skills directory or disable any duplicate same-named skill set, if applicable.
In a macOS/Linux terminal, from the extracted repository root, copy every complete radiology-* skill directory into the Codex skills directory.
mkdir -p "$HOME/.codex/skills"
for skill_dir in radiology-skills/skills/radiology-*; do
cp -R "$skill_dir" "$HOME/.codex/skills/"
done
Restart Codex after copying, then create a new task so the skills are loaded.
An existing research paragraph to replace the bracketed paragraph placeholder
The target venue, or an explicit statement that the venue is unresolved
The manuscript section: Methods, Results, or Discussion
Use radiology-polishing to polish the existing paragraph below for [target venue] as a [Methods/Results/Discussion] paragraph. Preserve every reported number, citation, and scientific claim; return copy-ready prose, a concise change log, venue checks, and flags requiring my decision.
[Paste the existing paragraph here.]
The scientific question to replace the placeholder
The study population and relevant cohorts
The intended table type or source artifact, if known
The target venue and whether the table is main or supplementary, if known
Use radiology-table in advisory mode to draft a table shell for [scientific question] in [population]. Specify ordered rows, columns, group headings, reference levels, denominators, uncertainty, and a footnote plan. Do not invent or populate missing values.
A user-provided paper or paper text; a paginated source is needed for page-number citations, while pasted text without pagination is acceptable if pagination is marked unavailable
A focused question to replace the placeholder
Use radiology-reader to answer this targeted question from the paper or paper text I supply: [question]. Give a source-linked explanation with block or source locators and page numbers when the supplied source has pagination; if it does not, explicitly mark page numbers unavailable. State whether the evidence coverage is full text, abstract only, or metadata only, and do not infer missing Methods, figures, supplements, or findings.
Claude
Codex